Unconditional Image Generation on CIFAR10
2.56BPDDist-Aug Sparse Transformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Dist-Aug Sparse TransformerPARAM=152.0M2021.06 | 2.56 | — | |
| Sparse TransformerPARAM=59.0M2021.06 | 2.8 | — | |
| PixelSNAIL2021.06 | 2.85 | — | |
| Image Transformer2021.06 | 2.9 | — | |
| NVAETIME=552021.06 | 2.91 | — | |
| PixelFlow++2021.06 | 2.92 | — | |
| VFlow2021.06 | 2.98 | — | |
| PixelRNN2021.06 | 3 | — | |
| Gated PixelCNN2021.06 | 3.03 | — | |
| ANF2021.06 | 3.05 | — | |
| Flow++PARAM=31.4M2021.06 | 3.08 | — | |
| MaCowPARAM=43.5M2021.06 | 3.16 | — | |
| ConvExp2021.06 | 3.218 | — | |
| NanoFlow2021.06 | 3.25 | — | |
| Residual Flow2021.06 | 3.28 | — | |
| MintNetPARAM=17.9M, TIME=≥5days2021.06 | 3.32 | — | |
| MEFPARAM=37.7M2021.06 | 3.32 | — | |
| EmergingPARAM=44.7M2021.06 | 3.34 | — | |
| IDF2021.06 | 3.34 | — | |
| S-CONF2021.06 | 3.34 | — | |
| GlowPARAM=44.0M2021.06 | 3.35 | — | |
| Neural Spline FlowsPARAM=11.8M2021.06 | 3.38 | — | |
| RNODEPARAM=1.4M, TIME=31.842021.06 | 3.38 | — | |
| TayNODE2021.06 | 3.39 | — | |
| RNODE + STEERPARAM=1.4M, TIME=22.242021.06 | 3.397 | — | |
| FFJORDPARAM=0.9M, TIME=≥5days2021.06 | 3.4 | — | |
| FFJORD + STEERPARAM=1.4M, TIME=86.342021.06 | 3.4 | — | |
| Woodbury NF2021.06 | 3.47 | — | |
| RealNVP2021.06 | 3.49 | — | |
| 2-resolution MRCNFPARAM=3.3M, TIME=36.472021.06 | 3.54 | — | |
| 3-resolution MRCNFPARAM=5.1M, TIME=38.272021.06 | 3.6 | — | |
| 2-resolution MRCNFPARAM=1.3M, TIME=19.792021.06 | 3.65 | — | |
| 3-resolution MRCNFPARAM=1.5M, TIME=17.442021.06 | 3.79 | — | |
| DGFLOWCLASS=OT2024.05 | — | 9.63 | |
| DOTCLASS=OT2024.05 | — | 15.78 | |
| EDMCLASS=SGMS2024.05 | — | 1.97 | |
| Fast-ODESolver=RK45, NFE=1182026.04 | — | 2.45 | |
| Fast-ODESolver=Heun’s 2nd order, NFE=52026.04 | — | 24.4 | |
| Fast-ODESolver=Heun’s 2nd order, NFE=92026.04 | — | 9.96 | |
| FM - OTSolver=RK45, NFE=1422026.04 | — | 6.36 | |
| I-CFM# Params.=35.8 M, Solver=Euler (100 steps)2025.05 | — | 4.308 | |
| I-CFM# Params.=35.8 M, Solver=Euler (1000 steps)2025.05 | — | 3.573 | |
| I-CFM# Params.=35.8 M, Solver=Adaptive (dopri5)2025.05 | — | 3.561 | |
| Latent-CFM (joint)# Params.=47.3 M, Solver=Euler (100 steps)2025.05 | — | 4.675 | |
| Latent-CFM (joint)# Params.=47.3 M, Solver=Euler (1000 steps)2025.05 | — | 3.931 | |
| Latent-CFM (joint)# Params.=47.3 M, Solver=Adaptive (dopri5)2025.05 | — | 3.807 | |
| Latent-CFM (pretrained)# Params.=36.1 M, Solver=Euler (100 steps)2025.05 | — | 4.246 | |
| Latent-CFM (pretrained)# Params.=36.1 M, Solver=Euler (1000 steps)2025.05 | — | 3.575 | |
| Latent-CFM (pretrained)# Params.=36.1 M, Solver=Adaptive (dopri5)2025.05 | — | 3.514 | |
| LSGMCLASS=SGMS2024.05 | — | 2.1 | |
| Minibatch-OTSolver=RK45, NFE=133.92026.04 | — | 3.58 | |
| MixFlowSolver=RK45, NFE=124.72026.04 | — | 2.27 | |
| MixFlowSolver=Heun’s 2nd order, NFE=52026.04 | — | 19.29 | |
| MixFlowSolver=Heun’s 2nd order, NFE=92026.04 | — | 8.97 | |
| OT-FM# Params.=35.8 M, Solver=Euler (100 steps)2025.05 | — | 4.661 | |
| OT-FM# Params.=35.8 M, Solver=Euler (1000 steps)2025.05 | — | 3.862 | |
| OT-FM# Params.=35.8 M, Solver=Adaptive (dopri5)2025.05 | — | 3.727 | |
| QACSolver=RK452026.04 | — | 2.43 | |
| QACSolver=Heun’s 2nd order, NFE=52026.04 | — | 19.68 | |
| QACSolver=Heun’s 2nd order, NFE=92026.04 | — | 10.28 | |
| Rectified FlowSolver=RK45, NFE=1272026.04 | — | 2.58 | |
| SB-FBSDECLASS=OT2024.05 | — | 3.01 | |
| SCOREFLOWCLASS=SGMS2024.05 | — | 5.7 | |
| SDECLASS=SGMS2024.05 | — | 2.92 | |
| VDMCLASS=SGMS2024.05 | — | 4 | |
| VSDMCLASS=OT2024.05 | — | 2.28 |